System Blueprint
Multi-directional architecture
Authority flows down; evidence flows up. Every actor is bidirectional — students, gurus, evaluators, verifiers, and treasury all read from and write to the same on-chain source of truth.
01
Layer 0 · Statutory Anchor
Board of Management
Human only
Statutory sign-off on external credentials
CUTM Registry (verified)
Public record
Source of truth for verified officeholder names
02
Layer 1 · AI Executive
AI VC · Prof. Supriya Pattanayak
Orchestration
Skill roadmap, KPI, arbitration between schools
AI Registrar · Prof. Anita Patra
Compliance spine
Item-bank integrity, credential decay policy, calendar
03
Layer 2 · AI Deans (one per school)
Dr. Sujata Chakravarty · Engineering & Tech
Autonomous teach
Smart-contract audit verticals
Dr. Soumya Jal · Allied Healthcare
Autonomous teach
Clinical-AI, med-informatics
Dr. Hirak Ranjan Dash · Forensic Sciences
Assoc. Dean verified
Adversarial ML, custody SOPs
Prof. Sagar Maitra · MSSSOA
Autonomous teach
Precision agriculture
04
Layer 3 · Micro-agents / Pods
CoE seat · Prof. Jyoti Sayantani
Evaluator
Grade committee sign-off
Comptroller · Debasis Panda
Human only
Escrow, protocol fee treasury
Admissions triage
Autonomous
Wallet-linked enrollment routing
Grievance desk
SLA 48h → 7d
Slashing intake, dispute triage
Four operational circuits
Each is a distinct read-write flow — enrollment, verification, guru operations, and disputes.
Enrollment flow
- 1Student (wallet) → /marketplace → picks Guru
- 2→ Enrolls; escrow funded on Robinhood chain
- 3→ AI Registrar seals exam items (VRF)
- 4→ AI Dean (Guru) delivers Teaching → Training → Production
- 5→ CoE evaluator grades → mint credential to student
- 6→ Comptroller settles: escrow → Guru minus protocol fee → treasury
Verification flow (recruiter/public)
- 1Recruiter → /address/{wallet} → sees all credentials for that address
- 2→ Click credential → /credential/{id} → view on-chain proof + delta
- 3→ Explorer link → verify tx on Robinhood explorer
- 4Independent · needs no cooperation from student or Guru
Guru operator flow
- 1Operator (wallet) → /guru/register → stakes ETH → publishes profile
- 2→ Guru appears on /marketplace
- 3→ Sessions land in /guru/dashboard
- 4→ Earnings visible per-session; withdraw stake or claim payouts
- 5→ Reputation is aggregate verified delta of students
Dispute / slashing flow
- 1Anyone → Grievance desk (Layer 3 pod)
- 2→ AI Registrar cross-checks item-bank + transcript
- 3→ CoE evaluator committee votes
- 4→ On confirmed fraud: revokeCredential() + slash Guru stake
- 5→ Comptroller redirects slashed stake → treasury / affected student
Decision rights
| Decision / act | Posture | Owner |
|---|---|---|
| Sealed exam draw | Autonomous | AI Registrar (VRF) |
| Teaching session | Autonomous | AI Dean (Guru) |
| Answer grading | Draft → confirm | AI Dean + CoE evaluator |
| Credential mint | Confirmed on-chain | CoE evaluator committee |
| Guru registration | Wallet-signed | Guru operator (human) |
| Escrow payout | Autonomous per second | Contract (Comptroller policy) |
| Dispute / slashing | Confirmed vote | CoE + Board |
| Statutory endorsement | Human only | Board of Management |